event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
bef43aa9-e5ab-4959-adf0-da01523e2741 | 2025-06-12T22:41:02 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /special/idea.pptx by ewilson No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "62e25b61011dbae7d77fd9e9d6e38d36a7e6cb06",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ur-IN) AppleWebKit/535.31.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.31.7",
"session_id": "3... | ewilson | process_start | /special/idea.pptx | 2,550 | powershell.exe | No additional info | Endpoint process_start /special/idea.pptx by ewilson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
604e38a2-1902-47d7-b634-20e50027a487 | 2025-06-14T00:54:47 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall deny TCP traffic from 209.50.73.210:875 to 10.160.200.22:383 No additional info | {
"geo_location": "North Korea",
"device_hash": "d3338fcddb0b472d43a46dbb8cdef51a",
"user_agent": "Opera/8.20.(X11; Linux x86_64; pa-PK) Presto/2.9.166 Version/11.00",
"session_id": "fd5c7641-4b13-4e38-a5dc-0051848a9549",
"risk_score": 75.29,
"confidence": 0.2
} | null | deny | null | null | null | No additional info | Firewall deny TCP traffic from 209.50.73.210:875 to 10.160.200.22:383 No additional info | null | null | null | null | 209.50.73.210 | 10.160.200.22 | null | null | null | null | null | null | null | null | 875 | 383 | TCP | 311,456 | 388 | null | null |
dcc6f7e5-95e1-4d22-9837-4a752197bda1 | 2025-05-23T16:02:03 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by adamslynn MITRE Technique: T1547.001 | {
"geo_location": "Comoros",
"device_hash": "5dff0dbacfe29cd3042d5d4f0d2f1d09",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/44.0.879.0 Safari/535.0",
"session_id": "b79db571-f284-44b1-9c60-40ab062870bc",
"risk_score": 56.66,
"confidence": 0.14
} | adamslynn | adversarial_input | null | null | null | MITRE Technique: T1547.001 | AI system adversarial_input by adamslynn MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-4162408e | 07c243c3a272a07af5a439333bd2154d09c37842 | 78852d2c6721e87e39d447c0517bd36cf58f2b59 | null | null | null | null | null | null | null |
fe7dbdcc-5c77-4278-8e2b-9c606b1443d9 | 2025-05-04T23:35:06 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /animal/to.avi by lalvarez MITRE Technique: T1486 | Living-off-the-land technique detected noise=window|live|mother | {
"geo_location": "Central African Republic",
"device_hash": "91727b7b3c5954d902498c0c3e3177f3e48976c4",
"user_agent": "Opera/9.85.(Windows 98; Win 9x 4.90; sc-IT) Presto/2.9.178 Version/10.00",
"session_id": "3fef9703-0069-4064-a9c9-bed9bb578245",
"risk_score": 64.67,
"confidence": 0.29
} | lalvarez | wmi_exec | /animal/to.avi | 4,012 | powershell.exe | MITRE Technique: T1486 | Living-off-the-land technique detected | Endpoint wmi_exec /animal/to.avi by lalvarez MITRE Technique: T1486 | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da2c5a22-d4a7-4023-b6ae-5023a9ea3002 | 2025-03-08T07:28:11 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Brute Force detected from 60.208.58.31 targeting 43.225.67.55 Associated Threat Actor: DarkSide noise=search/categories/list | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "60a839d5a3c54252a2ed0f1d09b1b14b88f30a1ebf3b2f43aed21e5c4ca74c64",
"user_agent": "Opera/9.54.(Windows 98; ss-ZA) Presto/2.9.169 Version/10.00",
"session_id": "6cb8029f-9924-41a2-9883-267dd06eab10",
"risk_score": 62.4,
"confidence": 0.88
} | null | null | null | null | null | Associated Threat Actor: DarkSide | ArcSight Alert: Brute Force detected from 60.208.58.31 targeting 43.225.67.55 Associated Threat Actor: DarkSide | null | null | null | null | 60.208.58.31 | 43.225.67.55 | Brute Force | SIG-6711 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
4d1bfd00-c69a-45c9-b842-eba22c0b5394 | 2025-04-23T03:51:22 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by kristalogan No additional info noise=CCA5214F | {
"geo_location": "Belarus",
"device_hash": "b1a924902c3030d45ff4f55e618714abe09940b1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/63.0.874.0 Mobile/82B655 Safari/533.2",
"session_id": "a1a830af-1c0c-4065-9599-4a0058b6c733",
"risk_score"... | kristalogan | config_change | null | null | null | No additional info | Cloud config_change in OCI by kristalogan No additional info | null | null | null | null | null | null | null | null | null | OCI | res-385d54e8 | null | null | null | null | null | null | null | null | null | null |
e220db80-9b28-4e85-8a2a-e2af141b8854 | 2025-06-14T02:39:15 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine TCP traffic from 195.226.71.174:523 to 219.53.237.136:958 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "d81fecdb3f6d1dda0b0fd419898e16bb9cd503b2ad1ca8be2fdbd05e5b8957f0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/23.0.850.0 Mobile/95S829 Safari/531.0",
"session_id": "bb90758a-03b3-4de0-a007-... | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 195.226.71.174:523 to 219.53.237.136:958 No additional info | {
"baseline_deviation": 0.78,
"entropy": 6.53,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 195.226.71.174 | 219.53.237.136 | null | null | null | null | null | null | null | null | 523 | 958 | TCP | 659,437 | 1,969 | null | null |
5b8e7f7b-6ef4-4c85-9ea7-9b9a8c3fd790 | 2025-03-19T20:31:53 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network disconnection from 19.178.52.173 to 107.247.159.131 MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Christmas Island",
"device_hash": "31679a000562b291524a8e6c7c8c5e2d",
"user_agent": "Opera/9.68.(X11; Linux i686; lt-LT) Presto/2.9.170 Version/10.00",
"session_id": "8d09656e-060a-4e49-8fd7-e2ca0d3de12a",
"risk_score": 38.11,
"confidence": 0.44
} | null | disconnection | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | Network disconnection from 19.178.52.173 to 107.247.159.131 MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | null | null | null | null | 19.178.52.173 | 107.247.159.131 | null | null | null | null | null | null | null | null | null | null | HTTP | 403,025 | null | null | null |
5f16323f-4931-46da-b66e-bddc2991bc8f | 2025-04-09T21:12:51 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism choose by martinezjoseph No additional info | {
"geo_location": "Netherlands",
"device_hash": "78cf521429593864b48c9791842426f8",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/17.0.834.0 Safari/534.2",
"session_id": "c9b76f44-078e-48ba-a409-a166cb7ba333",
"risk_score": 62.95,
"confidence": 0.6
} | martinezjoseph | persistence_mechanism | choose | 3,740 | explorer.exe | No additional info | Endpoint persistence_mechanism choose by martinezjoseph No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7941e218-2142-4135-9c96-bca43f8be0d4 | 2025-04-18T07:01:09 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by paynejames No additional info | {
"geo_location": "Bhutan",
"device_hash": "e2269926c28248cde3e72f966cb8546df0e57ea607b7aea818f64fe6810d2729",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_6; rv:1.9.4.20) Gecko/2515-06-23 08:55:49 Firefox/3.6.1",
"session_id": "537cf49a-ba12-4957-83ea-82281147f152",
"risk_score": 76.77,
"con... | paynejames | fine_tuning | null | null | null | No additional info | AI system fine_tuning by paynejames No additional info | null | null | null | null | null | null | null | null | null | null | null | model-6041279d | c8381e2eeba9e053525358ece8882c32 | f993bb52299499c709889d33923ce37c11cbe5a9f0a09ac1161a0658bd228751 | null | null | null | null | null | null | null |
a7af8ee1-8f6e-4979-8bb2-d12a2813172f | 2025-02-18T01:19:41 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by dowens No additional info | {
"geo_location": "France",
"device_hash": "22229f4aeb8bf466e2c5b240b62bef4d434152e4b44fc1d5a92b05bff1af3363",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/4.1)",
"session_id": "c16a7b54-5a51-44ba-aa9b-a69c19aa8f56",
"risk_score": 56.79,
"confidence": 0.62
} | dowens | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by dowens No additional info | {
"baseline_deviation": 2.24,
"entropy": 2.71,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-f072441f | null | null | null | null | null | null | null | null | null | null |
e6be199c-613c-4bc0-9609-dbb81441c5ec | 2025-04-14T11:14:12 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 10.160.129.74 to 61.62.196.83 No additional info noise=65C6513E | {
"geo_location": "Korea",
"device_hash": "ed052dcaaf82078778a11517b563894129c63b83",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; zh-SG; rv:1.9.0.20) Gecko/9604-01-10 23:17:55 Firefox/3.6.11",
"session_id": "a6cd701b-875b-43fd-ad08-eb213d3f6210",
"risk_score": 22.8,
"confidence": 0.53
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 10.160.129.74 to 61.62.196.83 No additional info | null | null | null | null | 10.160.129.74 | 61.62.196.83 | null | null | null | null | null | null | null | null | null | null | ICMP | 334,711 | null | null | null |
3eb9ca01-ed7e-4be5-aa8d-29c5b2e660a5 | 2025-04-25T15:21:28 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info noise=finish|test|sure | {
"geo_location": "Bhutan",
"device_hash": "a14909fd1328870242dd1751ff186000b570b6f1f65bf4e9108ed0d355276c2e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.1)",
"session_id": "f9e960ce-d394-4301-b4ab-0666f964a129",
"risk_score": 25.89,
"confidence": 0.98
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-dce4591f | 7.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
205930b5-26ea-4ee7-8ab0-40c737c79d49 | 2025-05-11T20:59:52 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system model_inversion by ijohnson MITRE Technique: T1053.005 | {
"geo_location": "Guyana",
"device_hash": "5f2ad47a906dd8c31d88917f8425fd8b8a352eb3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/35.0.850.0 Safari/535.1",
"session_id": "f69b6e8f-d01f-4cd3-bf64-461e49c6325c",
"risk_score": 51.81,
"confidence... | ijohnson | model_inversion | null | null | null | MITRE Technique: T1053.005 | AI system model_inversion by ijohnson MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-ed2a7e82 | f13467e35cd801bc7fd46a780b54e2a47f9140f62da05846d2fa4d89ec8fe45c | 0102bad8397bd486d35f66f3919d23e6 | null | null | null | null | null | null | null |
37f62daa-92e3-4c81-b953-ed4745f32db0 | 2025-05-14T07:29:07 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SSH traffic from 10.50.81.3:52417 to 13.243.85.111:906 No additional info noise=posts/main | {
"geo_location": "Micronesia",
"device_hash": "3bcf1fdbe27e6a204a0ed3f582a56f0b9dae4195",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/33.0.824.0 Safari/535.0",
"session_id": "6abb18ff-5d77-488a-abba-aee3c0d4ecac",
"risk_score": 48.53,
"confidence": 0.71
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 10.50.81.3:52417 to 13.243.85.111:906 No additional info | null | null | null | null | 10.50.81.3 | 13.243.85.111 | null | null | null | null | null | null | null | null | 52,417 | 906 | SSH | 766,447 | 445 | null | null |
35729f32-7076-484a-9f00-543afa313f34 | 2025-03-31T23:51:06 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection sometimes by zprice MITRE Technique: T1547.001 | {
"geo_location": "Tanzania",
"device_hash": "5a9d3a5d10abcbb2f7a0d5e97c01cd040dbd9612",
"user_agent": "Opera/9.44.(X11; Linux i686; niu-NZ) Presto/2.9.176 Version/12.00",
"session_id": "ffe5ad66-9a3d-4c71-bf16-c1c22abb95fe",
"risk_score": 19.28,
"confidence": 0.27
} | zprice | memory_injection | sometimes | 3,671 | powershell.exe | MITRE Technique: T1547.001 | Endpoint memory_injection sometimes by zprice MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cb82d61a-ea09-4880-a38e-94ec731bd3c1 | 2025-07-07T23:27:53 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: XSS detected from 217.164.189.187 targeting N/A Associated Threat Actor: APT38 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "c42524d62275c44aacfa755c0abee4c8",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/53.0.861.0 Safari/532.0",
"session_id": "cbc91df2-629a-4758-ac50-432535cc6c53",
"risk_score": 38.61,
"confide... | null | null | null | null | null | Associated Threat Actor: APT38 | Splunk Alert: XSS detected from 217.164.189.187 targeting N/A Associated Threat Actor: APT38 | null | null | null | null | 217.164.189.187 | N/A | XSS | SIG-6574 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1b73b5d4-dc4c-46ba-bc0d-e619a29aaa9e | 2025-06-02T05:39:49 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by jefferyblanchard No additional info | {
"geo_location": "North Korea",
"device_hash": "f0424e2d1a14f9407f4e3664eaff38a4deaa29c933f983d3748309e5f5adda60",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.28.2 (KHTML, like Gecko) Version/5.0.4 Safari/533.28.2",
"session_id": "c5e9acd2-adf5-4848-83ee-66e70bb2b38f",
"risk_score": 3... | jefferyblanchard | membership_inference | null | null | null | No additional info | AI system membership_inference by jefferyblanchard No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5e731fca | 78d7826180a26627b86ae3be91c14629 | 3963fa53d3ad33a7e52ac2938643bdc8 | null | null | null | null | null | null | null |
a48945e4-ae5d-43bf-b26a-f6732ebe0963 | 2025-03-17T09:27:50 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Fileless Attack detected from 10.189.96.179 targeting 82.185.185.37 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Gibraltar",
"device_hash": "30822b20edc01232d6de1a0e8cc2c2b7ecb6aed518613b0e164d7870ac23012c",
"user_agent": "Opera/8.32.(Windows NT 6.1; sid-ET) Presto/2.9.183 Version/12.00",
"session_id": "9d0c0118-df52-40f1-8025-2ea9a9f58cb6",
"risk_score": 77.02,
"confidence": 0.93
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Darktrace Alert: Fileless Attack detected from 10.189.96.179 targeting 82.185.185.37 Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 1.1,
"entropy": 2.36,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.189.96.179 | 82.185.185.37 | Fileless Attack | SIG-6184 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
df17dc78-5d70-4f80-a6af-49fc8f80c262 | 2025-05-28T17:37:20 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for josephmitchell via MFA from 144.43.48.108 No additional info | {
"geo_location": "Malta",
"device_hash": "3d865addf502600620fc3bc3526a90ade7c80c24",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.42.4 (KHTML, like Gecko) Version/4.0.3 Safari/533.42.4",
"session_id": "5cc7b8af-cc98-4f87-a350-c47a53c2357a",
"risk_score": 33.96,
"confidence": 0.37
} | josephmitchell | locked | null | null | null | No additional info | Auth locked for josephmitchell via MFA from 144.43.48.108 No additional info | null | null | null | null | 144.43.48.108 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | b7:03:29:ec:d1:b5 |
a53b78d4-13e9-4fc4-850e-7e0d9d8fd19a | 2025-01-15T17:17:52 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall quarantine UDP traffic from 117.222.39.39:774 to 35.118.83.83:48896 No additional info | {
"geo_location": "Samoa",
"device_hash": "0890d3228e3af6a04b0df87d83483ed4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/26.0.810.0 Safari/536.1",
"session_id": "ee0eda5d-68eb-467f-830f-49dd657dd3dd",
"risk_score": 47.97,
"confidence": 0.99... | null | quarantine | null | null | null | No additional info | Firewall quarantine UDP traffic from 117.222.39.39:774 to 35.118.83.83:48896 No additional info | null | null | null | null | 117.222.39.39 | 35.118.83.83 | null | null | null | null | null | null | null | null | 774 | 48,896 | UDP | 303,483 | 606 | null | null |
5a3fbd45-f061-4e0f-83ea-86fdacf96c36 | 2025-03-19T09:59:02 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /serve/collection.flac by barbara51 Associated Threat Actor: Lazarus Group | {
"geo_location": "Macao",
"device_hash": "5acd5efee1a436a77d083ced837fb7f4",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/31.0.862.0 Safari/535.0",
"session_id": "66c88815-5851-4e84-aa17-20d31c988dfb",
"risk_score": 38.92,
"confidence": 0.81
} | barbara51 | scheduled_task | /serve/collection.flac | 8,590 | explorer.exe | Associated Threat Actor: Lazarus Group | Endpoint scheduled_task /serve/collection.flac by barbara51 Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c327091b-aeca-4c3e-bacc-55ffc1cd1931 | 2025-04-14T15:57:54 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec whose by james52 Living-off-the-land technique detected noise=main/categories/explore | {
"geo_location": "Mongolia",
"device_hash": "6e2ae3329580b91de459756de92b8f8859b1717d23878c1a79e9baaf6a7aab15",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.41.6 (KHTML, like Gecko) Version/4.0 Safari/532.41.6",
"session_id": "dddcfe62-f81d-4b6a-9589-e9de386b39ec",
"risk_score": 40... | james52 | powershell_exec | whose | 3,981 | svchost.exe | Living-off-the-land technique detected | Endpoint powershell_exec whose by james52 Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3cbb38d4-f5c7-49fd-a0b2-48de2005398d | 2025-04-29T13:22:06 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by amberchapman MITRE Technique: T1566.001 | {
"geo_location": "Germany",
"device_hash": "9ce5e1975db9d47d2aeed3a502df670aaff1f617c3d4fdbc257d76f614196a0e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "4bd39929-aeed-429f-b2c0-2e37f2cc6201",
"risk_score": 89.39,
"confidence": 0.38
} | amberchapman | adversarial_input | null | null | null | MITRE Technique: T1566.001 | AI system adversarial_input by amberchapman MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-b8112028 | 6789a5eeaa1ed30aafa66ad43bd3a986b8de018a04fe2a624a0b613968799cf9 | ff2e3392f4873471364d42e23400fc66 | null | null | null | null | null | null | null |
6973a983-9a37-40d4-b997-0607744847a0 | 2025-06-16T09:26:10 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine NTP traffic from 79.108.50.124:749 to 212.29.63.98:216 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "518252ce2ff863fb60883a8742b6f3296471a8d2313f8d9457c7a1532e2697bc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; or-IN) AppleWebKit/531.49.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.49.1",
"session_id": "312bcc... | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 79.108.50.124:749 to 212.29.63.98:216 No additional info | null | null | null | null | 79.108.50.124 | 212.29.63.98 | null | null | null | null | null | null | null | null | 749 | 216 | NTP | 632,768 | 2,267 | null | null |
026577da-26d8-4485-a363-411f34e0bce8 | 2025-03-05T01:19:57 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for stevencisneros via SAML from 113.81.141.151 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "6d10fb5209771c9bbab0f7fe6fc3e94411d68e48a232ebfe22237cd53e5c6ca7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.1)",
"session_id": "b828aeef-e885-4d07-8480-3fe8f9fb9e27",
"risk_score": 57.68,
"confidence": 0.26
} | stevencisneros | challenge | null | null | null | No additional info | Auth challenge for stevencisneros via SAML from 113.81.141.151 No additional info | null | null | null | null | 113.81.141.151 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | c3:45:ad:fe:c6:99 |
8399e148-f4ed-4e91-8222-e8b84117352e | 2025-01-27T08:49:12 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network beaconing from 10.29.83.213 to 189.65.22.69 No additional info noise=RHJhdy4= | {
"geo_location": "Suriname",
"device_hash": "317382ca46b7eaf82449c26dbbed2023",
"user_agent": "Opera/9.20.(X11; Linux x86_64; cv-RU) Presto/2.9.188 Version/11.00",
"session_id": "79762709-3a13-48ba-833a-7b3ac216fe3c",
"risk_score": 68.8,
"confidence": 0.9
} | null | beaconing | null | null | null | No additional info | Network beaconing from 10.29.83.213 to 189.65.22.69 No additional info | {
"baseline_deviation": 2.63,
"entropy": 3.68,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.29.83.213 | 189.65.22.69 | null | null | null | null | null | null | null | null | null | null | HTTPS | 736,835 | null | null | null |
a63ed02f-c72f-49b4-9a01-ab33eddf90f8 | 2025-01-23T12:26:38 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for stephanie92 via key from 83.141.108.128 No additional info noise=B96A617B | {
"geo_location": "North Macedonia",
"device_hash": "6aca4813f8a78c81aed8d0c96ecc3bdb1cf3faad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.33.3 (KHTML, like Gecko) Version/5.0.1 Safari/531.33.3",
"session_id": "eb0c4ad3-5d61-4875-9a2b-deb3dcee5c34",
"risk_score": 64.03,
"confide... | stephanie92 | bypass | null | null | null | No additional info | Auth bypass for stephanie92 via key from 83.141.108.128 No additional info | null | null | null | null | 83.141.108.128 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | f9:61:7c:9b:13:c3 |
f057109d-7953-4561-80ab-e742b5b51460 | 2025-04-24T14:43:47 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by jeffwalsh MITRE Technique: T1134.001 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Macao",
"device_hash": "4c2df16a5625f6721ac5a72979f542e7",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; kn-IN; rv:1.9.0.20) Gecko/4985-05-09 10:32:28 Firefox/3.8",
"session_id": "e61e1c7a-6b7b-4f21-81cd-375189eed7f8",
"risk_score": 33.67,
"confidence": 0.72
} | jeffwalsh | membership_inference | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Sandworm Team | AI system membership_inference by jeffwalsh MITRE Technique: T1134.001 | Associated Threat Actor: Sandworm Team | null | null | null | null | null | null | null | null | null | null | null | model-29ad625a | 98c08de05e0f611257681cf8eda250a0fb2b86ea | f6234f4b637e13516f519d5a115b5d20608ca1c2 | null | null | null | null | null | null | null |
48e4923c-b788-4760-a92c-ea765986da23 | 2025-04-28T00:57:24 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by zgonzales No additional info | {
"geo_location": "Guinea",
"device_hash": "9a6a3b13687df2ab3c43154fecd392bb5463ac74fc829c932ed3ead6d5612b9f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.12.1 (KHTML, like Gecko) Version/4.0.2 Safari/533.12.1",
"session_id": "1bf3af14-c418-466f-bec1-4bf3be0ac948",
"risk_score": 64... | zgonzales | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by zgonzales No additional info | null | null | null | null | null | null | null | null | null | GCP | res-06d4293d | null | null | null | null | null | null | null | null | null | null |
2ef35934-a90e-42bd-901a-8110c62df3a9 | 2025-06-15T08:24:34 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity MITRE Technique: T1071.001 | {
"geo_location": "Iceland",
"device_hash": "f105990a6b11e710331637ef6bdcfdcba2b264e83e28538a7ae63a0fb84b85c5",
"user_agent": "Opera/9.11.(Windows CE; sc-IT) Presto/2.9.167 Version/11.00",
"session_id": "095b7df6-5241-4498-8c77-b7130d4af2ac",
"risk_score": 69.67,
"confidence": 0.4
} | null | unusual_activity | null | null | null | MITRE Technique: T1071.001 | IoT device Sensor unusual_activity MITRE Technique: T1071.001 | null | Sensor | iot-9292d1d4 | 7.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e9d754de-57ff-421f-bea9-b16665fd3960 | 2025-03-21T17:18:15 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall allow DNS traffic from 8.104.81.90:53775 to 77.78.105.217:428 Associated Threat Actor: APT29 | {
"geo_location": "Hungary",
"device_hash": "05c4e948560bf8d24e941a1d7990af01ddcb42715e92785d26dbb92c97f10b67",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/3.1)",
"session_id": "1b62fd6c-4c43-4644-94ec-fc68abc4368e",
"risk_score": 47.85,
"confidence": 0.24
} | null | allow | null | null | null | Associated Threat Actor: APT29 | Firewall allow DNS traffic from 8.104.81.90:53775 to 77.78.105.217:428 Associated Threat Actor: APT29 | null | null | null | null | 8.104.81.90 | 77.78.105.217 | null | null | null | null | null | null | null | null | 53,775 | 428 | DNS | 516,710 | 1,997 | null | null |
41aff3a1-87ca-454e-bfdc-5bb213212b52 | 2030-05-28T02:32:21 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 199.234.213.157 to 37.42.83.98 No additional info noise=explore/wp-content/tag | {
"geo_location": "North Macedonia",
"device_hash": "3f656300123e321ed705dbce14b38f5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "7ef4a5a9-930c-4943-8900-128d8ba9c255",
"risk_score": 27.79,
"confidence": 0.95
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 199.234.213.157 to 37.42.83.98 No additional info | null | null | null | null | 199.234.213.157 | 37.42.83.98 | null | null | null | null | null | null | null | null | null | null | ICMP | 209,777 | null | null | null |
2f7436c6-bdba-4b53-a807-5f9251038990 | 2025-06-06T19:20:17 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 117.28.161.156:51181 to 18.254.105.197:44441 No additional info | {
"geo_location": "Togo",
"device_hash": "1bedc2aee55d8c68523a700e45d02c907d970dad",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/8089-07-31 01:26:19 Firefox/3.8",
"session_id": "c25217dc-ec03-4193-9c0a-5db647063c0e",
"risk_score": 49.75,
"confidence": 0.87
} | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 117.28.161.156:51181 to 18.254.105.197:44441 No additional info | null | null | null | null | 117.28.161.156 | 18.254.105.197 | null | null | null | null | null | null | null | null | 51,181 | 44,441 | UDP | 840,176 | 226 | null | null |
8cf6a780-39cc-458e-ab90-acc32476f6e9 | 2025-06-16T09:23:09 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: AI Model Poisoning detected from 134.7.241.53 targeting 59.3.31.172 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "8b4093ca85617ccbb37ba1b7011c1ea7",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/25.0.877.0 Safari/536.1",
"session_id": "b71c9f25-6a59-481a-a729-6084d9a316cd",
"risk_score": 80.72,
"confidence": 0.19
} | null | null | null | null | null | No additional info | Wazuh Alert: AI Model Poisoning detected from 134.7.241.53 targeting 59.3.31.172 No additional info | null | null | null | null | 134.7.241.53 | 59.3.31.172 | AI Model Poisoning | SIG-1424 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
eb3edf9d-db2f-40ff-a7ba-1fce6dc82073 | 2025-04-05T01:14:30 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth success for ewu via key from 33.57.194.250 Associated Threat Actor: Scattered Spider | Unconventional IOC: GPU memory artifacts | Credential stuffing pattern detected | {
"geo_location": "Croatia",
"device_hash": "13b49e07fabf9b8c4449db048db22aa207c2916d",
"user_agent": "Opera/9.54.(Windows NT 5.1; rw-RW) Presto/2.9.182 Version/10.00",
"session_id": "ca6816cd-d28b-47b1-a8f9-7d651eb034f2",
"risk_score": 48.8,
"confidence": 0.21
} | ewu | success | null | null | null | Associated Threat Actor: Scattered Spider | Unconventional IOC: GPU memory artifacts | Credential stuffing pattern detected | Auth success for ewu via key from 33.57.194.250 Associated Threat Actor: Scattered Spider | Unconventional IOC: GPU memory artifacts | Credential stuffing pattern detected | {
"baseline_deviation": 1.35,
"entropy": 7.8,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 33.57.194.250 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | b4:b6:b7:5e:fc:79 |
49b4283f-c4c9-40da-a673-eb1923e1dc4e | 2025-07-07T09:38:58 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Brute Force detected from 64.189.48.134 targeting 10.61.164.113 MITRE Technique: T1059.005 | {
"geo_location": "Uruguay",
"device_hash": "52ee55c5f0ac249cbd0e9a58bcfea33210b43c3c6dff973c2bc252d08bafab04",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "88d5d233-b237-4aaa-97c8-eeaf2a77cabc",
"risk_score": 27.65,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1059.005 | LogRhythm Alert: Brute Force detected from 64.189.48.134 targeting 10.61.164.113 MITRE Technique: T1059.005 | null | null | null | null | 64.189.48.134 | 10.61.164.113 | Brute Force | SIG-8627 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
8bba1d1c-19b3-4c72-b4e1-f82421474dfe | 2025-04-11T00:23:27 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Azure by hayesamanda No additional info | {
"geo_location": "Austria",
"device_hash": "9b6accf9150dbc0132ef601c0f69ffd9",
"user_agent": "Opera/8.55.(X11; Linux i686; an-ES) Presto/2.9.173 Version/10.00",
"session_id": "83e20cdd-f537-4532-a193-a25ae188c1e0",
"risk_score": 68.25,
"confidence": 0.86
} | hayesamanda | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by hayesamanda No additional info | null | null | null | null | null | null | null | null | null | Azure | res-214cf6eb | null | null | null | null | null | null | null | null | null | null |
6483fc45-4b38-4321-b168-63081a6a10ee | 2025-01-13T23:18:27 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 216.121.86.150 to 73.76.216.240 No additional info noise=main | {
"geo_location": "Germany",
"device_hash": "773c870bb5a028def0d1d00ffb7fcd8c",
"user_agent": "Opera/8.89.(Windows NT 5.01; byn-ER) Presto/2.9.163 Version/10.00",
"session_id": "ef63684b-f1bc-4c9d-85e2-be9bc027a451",
"risk_score": 12.38,
"confidence": 0.85
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 216.121.86.150 to 73.76.216.240 No additional info | {
"baseline_deviation": 2.62,
"entropy": 3.83,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 216.121.86.150 | 73.76.216.240 | null | null | null | null | null | null | null | null | null | null | HTTP | 890,512 | null | null | null |
796f039f-4bb6-4b77-ba24-1241e7ce06b4 | 2025-07-03T06:40:35 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in AWS by pearsontracey No additional info | {
"geo_location": "Cape Verde",
"device_hash": "e96161f64c125064ce506290c9384b09",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:20.0) Gecko/20.0 Firefox/20.0",
"session_id": "3a36c8ea-d734-4812-aec5-c24041e9b6e9",
"risk_score": 48.95,
"confidence": 0.21
} | pearsontracey | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by pearsontracey No additional info | null | null | null | null | null | null | null | null | null | AWS | res-daaadf87 | null | null | null | null | null | null | null | null | null | null |
83250106-14f3-4d29-84fb-577a178fb737 | 2025-05-10T08:00:03 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by lee51 No additional info | {
"geo_location": "Cambodia",
"device_hash": "0fa2d7af861b12476006ef1c3f01d509e6a3e9d818b9daed55660b27c2992014",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "cbc2a7d3-2c1d-4081-8e6d-0b4d58292daa",
"risk_score": 61.95,
"confidence": 0.33
} | lee51 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by lee51 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e425a9a8 | 8f287ecdae257b7ff34cb0273fdcd0305a67f2e68e697d9883372102c23a5fa6 | f30e00298b1a301a52609c191695c6130902aac64d884a66802af3339835b21a | null | null | null | null | null | null | null |
4ded6a91-325e-446b-ae89-9d7decc0ff18 | 2022-04-12T23:51:22 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall deny NTP traffic from 199.250.95.196:716 to 26.201.58.36:721 MITRE Technique: T1547.001 | {
"geo_location": "Guam",
"device_hash": "43238dd2c52ff6bc8e6f051307e083bbd5e2ed80a1eafef5e7fd74d8d304901d",
"user_agent": "Mozilla/5.0 (Windows CE; niu-NU; rv:1.9.0.20) Gecko/8173-10-01 01:35:25 Firefox/7.0",
"session_id": "49e99c7a-3c50-414e-bebe-5a164f63de0e",
"risk_score": 54.66,
"confidence": 0.83
} | null | deny | null | null | null | MITRE Technique: T1547.001 | Firewall deny NTP traffic from 199.250.95.196:716 to 26.201.58.36:721 MITRE Technique: T1547.001 | {
"baseline_deviation": 1.45,
"entropy": 3.47,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 199.250.95.196 | 26.201.58.36 | null | null | null | null | null | null | null | null | 716 | 721 | NTP | 747,983 | 3,213 | null | null |
38e3ab09-1c59-447e-aa37-c7f3e100859d | 2025-04-27T21:59:20 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /example/nature.avi by christopher99 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "12c1d2e64baf4457acc450b9f55d6e9a2bf03131bb81b4a5f02ef7a12307c202",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7557-12-11 13:06:47 Firefox/3.6.8",
"session_id": "233c758a-7373-4e58-9316-5dec56fe80e0",
"risk_score": 22.44,
"confide... | christopher99 | persistence_mechanism | /example/nature.avi | 8,857 | powershell.exe | No additional info | Endpoint persistence_mechanism /example/nature.avi by christopher99 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
246c1ca4-5e28-4ca0-83ac-13134d94b67f | 2025-01-18T17:43:34 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity MITRE Technique: T1110.003 noise=Q2hhbmdlLg== | {
"geo_location": "Bulgaria",
"device_hash": "3d666664abdcb96531adfed927a0d995b8115f42e5cef8cae51b17772557c776",
"user_agent": "Mozilla/5.0 (Android 1.6; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "b39d3adb-8727-4447-ac88-fd612c8f1f92",
"risk_score": 29.47,
"confidence": 1
} | null | unusual_activity | null | null | null | MITRE Technique: T1110.003 | IoT device Camera unusual_activity MITRE Technique: T1110.003 | null | Camera | iot-cdbcf738 | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e61fea9-dbd5-484a-962b-23b86f7dd49a | 2025-03-27T22:01:00 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Credential Stuffing detected from 105.141.0.173 targeting 10.240.161.48 No additional info noise=categories/explore | {
"geo_location": "Lithuania",
"device_hash": "ffdc2f554e38b5551f93d2b69b5777eab99596590dda6d5d5a85d88d8c59dbf4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.0)",
"session_id": "8b3829fc-72aa-42f1-a96d-5b7edee52a9a",
"risk_score": 76.11,
"confidence": 0.68
} | null | null | null | null | null | No additional info | Trellix Alert: Credential Stuffing detected from 105.141.0.173 targeting 10.240.161.48 No additional info | null | null | null | null | 105.141.0.173 | 10.240.161.48 | Credential Stuffing | SIG-1901 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
d462d806-48f6-40d5-9b6c-9e724186121b | 2025-06-04T00:39:48 | ai | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by gduncan No additional info noise=C9AC97E9 | {
"geo_location": "Samoa",
"device_hash": "74464d3d294a64283c7b2234708335d3",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; ka-GE; rv:1.9.1.20) Gecko/8021-02-02 01:19:31 Firefox/3.8",
"session_id": "0dd0e340-7f4f-4374-9506-4eeb41d53743",
"risk_score": 29.53,
"confidence": 0.8
} | gduncan | model_inversion | null | null | null | No additional info | AI system model_inversion by gduncan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d1298f3f | fb3965742f878f37d48027993190d2e273a8f429 | 289859b8cf4f6dd0102fddd1cc00d614f08ec2e638185b909049f086beca892c | null | null | null | null | null | null | null |
2e08f176-47a7-4f03-be5a-5a96cc775fde | 2025-05-08T15:20:49 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in OCI by powellconnor Cross-tenant access detected | {
"geo_location": "Serbia",
"device_hash": "b980ef1f84e11e68ec15beb41c9dfb4cbc945289",
"user_agent": "Opera/9.66.(Windows NT 5.0; gu-IN) Presto/2.9.172 Version/12.00",
"session_id": "c637a471-aeb4-45a3-93a4-badea0defa24",
"risk_score": 46.34,
"confidence": 0.95
} | powellconnor | permission_escalation | null | null | null | Cross-tenant access detected | Cloud permission_escalation in OCI by powellconnor Cross-tenant access detected | null | null | null | null | null | null | null | null | null | OCI | res-0e9472de | null | null | null | null | null | null | null | null | null | null |
7911842c-d7d1-4fa3-a00b-37bcb5b9debe | 2025-05-07T17:57:29 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 134.198.76.227 to 10.185.16.215 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "2262e1deb376c7433933a233e983a6df059d413bbb7f8be3edf7cb0c2ceb312d",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/40.0.827.0 Safari/536.0",
"session_id": "bce2eb8d-b018-47a7-8798-5bc2ef3dc173",
"ri... | null | disconnection | null | null | null | No additional info | Network disconnection from 134.198.76.227 to 10.185.16.215 No additional info | null | null | null | null | 134.198.76.227 | 10.185.16.215 | null | null | null | null | null | null | null | null | null | null | UDP | 956,520 | null | null | null |
4365d33a-7a7b-4748-8a3d-211235a4ed1d | 2025-05-20T08:06:48 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical command_injection Associated Threat Actor: Cobalt Group | {
"geo_location": "Brunei Darussalam",
"device_hash": "c93becf4b79d3f2360ed4f8ef710c9d5f75621e2",
"user_agent": "Mozilla/5.0 (Android 6.0.1; Mobile; rv:23.0) Gecko/23.0 Firefox/23.0",
"session_id": "a4e315db-5d2b-4e09-af14-574d9b9904e4",
"risk_score": 32.32,
"confidence": 0.24
} | null | command_injection | null | null | null | Associated Threat Actor: Cobalt Group | IoT device Medical command_injection Associated Threat Actor: Cobalt Group | null | Medical | iot-6029037c | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f0f237cd-0457-4529-acef-6b4dc20ed380 | 2025-03-31T06:10:17 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "c199b181c1b45e9ff0f907f89496a68c963601bafa89e52df80d0c2a498bc4b6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_8 rv:5.0; cv-RU) AppleWebKit/535.36.7 (KHTML, like Gecko) Version/5.0 Safari/535.36.7",
"session_id": "d78cbf6a-a90e-47ff-a3c2-a... | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | null | Sensor | iot-942b0615 | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8440453c-7ae4-4006-adb4-7d4e86a0adb3 | 2025-06-17T11:15:52 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTP traffic from 199.39.48.60:33 to 23.249.168.124:35673 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "469eacb6bee1de86515047c22d6e3f341f79ff16",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2 rv:5.0; cs-CZ) AppleWebKit/532.4.1 (KHTML, like Gecko) Version/4.0.1 Safari/532.4.1",
"session_id": "70b35bc6-4f6b-46f1-b840-434a24fcb51e",
"risk_score... | null | inspect | null | null | null | No additional info | Firewall inspect HTTP traffic from 199.39.48.60:33 to 23.249.168.124:35673 No additional info | null | null | null | null | 199.39.48.60 | 23.249.168.124 | null | null | null | null | null | null | null | null | 33 | 35,673 | HTTP | 34,288 | 1,852 | null | null |
6eab93af-b86b-4de1-a601-f152fb7e0dfc | 2025-01-30T21:35:04 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: ICS Attack detected from 10.143.32.41 targeting 209.175.203.46 No additional info | {
"geo_location": "France",
"device_hash": "5f0bc89b2a520a2f68ad15344240cd21",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4493-11-08 07:11:06 Firefox/3.8",
"session_id": "e2efcfbd-6cd3-4b27-80cb-0f276d3e3dfd",
"risk_score": 60.97,
"confidence": 1
} | null | null | null | null | null | No additional info | Suricata Alert: ICS Attack detected from 10.143.32.41 targeting 209.175.203.46 No additional info | null | null | null | null | 10.143.32.41 | 209.175.203.46 | ICS Attack | SIG-7270 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
84226f48-061a-4dfd-ba0f-b7c1371a5029 | 2025-05-11T04:27:11 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by tina67 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "0fc6f1bfb23d4e8af2f0d1a664d5632216b95b4ceda5f4aa2f66b9620c69f7ab",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; ln-CD; rv:1.9.0.20) Gecko/6492-12-07 11:41:25 Firefox/9.0",
"session_id": "7e806f64-b951-432f-835c-8226d8130ef6",
"risk_score": 40.28,
"confi... | tina67 | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by tina67 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-645bfe25 | null | null | null | null | null | null | null | null | null | null |
94c7a576-482d-4996-8c90-d4635859d278 | 2025-04-06T06:13:36 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTPS traffic from 29.220.239.205:10124 to 10.1.12.145:934 No additional info | {
"geo_location": "Malawi",
"device_hash": "bc2181002dcab57b2041f05d8cae288a",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/47.0.889.0 Safari/531.2",
"session_id": "cbfc11ff-5842-44dc-8e6d-731675bc6a94",
"risk_score": 30.99,
"confidence": 0.46
} | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 29.220.239.205:10124 to 10.1.12.145:934 No additional info | null | null | null | null | 29.220.239.205 | 10.1.12.145 | null | null | null | null | null | null | null | null | 10,124 | 934 | HTTPS | 47,464 | 2,605 | null | null |
a24334b3-66e3-4d7d-a681-0042ec2b009e | 2025-06-15T13:34:06 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for margaretford via password from 220.230.88.55 No additional info | {
"geo_location": "Canada",
"device_hash": "ef70d52ed7b6b4784566d8b992bf1071",
"user_agent": "Opera/9.92.(Windows NT 5.0; ckb-IQ) Presto/2.9.164 Version/12.00",
"session_id": "9c3cae41-8f05-4da9-9739-b0f0fe7ff22f",
"risk_score": 22.01,
"confidence": 0.35
} | margaretford | timeout | null | null | null | No additional info | Auth timeout for margaretford via password from 220.230.88.55 No additional info | null | null | null | null | 220.230.88.55 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | ba:c3:f9:f6:69:44 |
695eb06e-1369-4028-9e1b-e731c2a16fe7 | 2025-03-04T05:15:21 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network disconnection from 84.65.99.15 to 157.241.158.153 MITRE Technique: T1190 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Guam",
"device_hash": "c6af0638cd993437d933960d23f79980",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_4 rv:3.0; so-ET) AppleWebKit/532.38.5 (KHTML, like Gecko) Version/4.0 Safari/532.38.5",
"session_id": "b5f3aac8-c8da-42b4-b18e-5ae4ece46c64",
"risk_score": 87.93,
"confide... | null | disconnection | null | null | null | MITRE Technique: T1190 | Unconventional IOC: Bios timestamp anomalies | Network disconnection from 84.65.99.15 to 157.241.158.153 MITRE Technique: T1190 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 84.65.99.15 | 157.241.158.153 | null | null | null | null | null | null | null | null | null | null | HTTPS | 367,638 | null | null | null |
7240c281-25d8-48bf-9463-bcbb691dd553 | 2022-03-16T08:14:15 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 107.201.252.34 to 10.116.245.77 MITRE Technique: T1134.001 | {
"geo_location": "New Caledonia",
"device_hash": "4616ae08c50b9b1d654308d263e6389173865abbac9977414af72de4cc06b244",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.1)",
"session_id": "4970bd6a-093f-4edf-800a-df379f71a778",
"risk_score": 19.09,
"confidence": 0.55
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1134.001 | Network protocol_anomaly from 107.201.252.34 to 10.116.245.77 MITRE Technique: T1134.001 | null | null | null | null | 107.201.252.34 | 10.116.245.77 | null | null | null | null | null | null | null | null | null | null | ICMP | 48,952 | null | null | null |
2cce214a-1654-4076-af25-f6ef07a42d2c | 2025-03-29T00:13:37 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 119.110.240.150 to 154.71.237.75 No additional info noise=meeting|red|may | {
"geo_location": "Benin",
"device_hash": "e707b28923c5a06163b414614a0dd28f78714d86657b8fc46d040728834b2c86",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ta-LK) AppleWebKit/535.21.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.21.2",
"session_id": "3093e095-3717-4dc3-a62e... | null | beaconing | null | null | null | No additional info | Network beaconing from 119.110.240.150 to 154.71.237.75 No additional info | null | null | null | null | 119.110.240.150 | 154.71.237.75 | null | null | null | null | null | null | null | null | null | null | HTTPS | 444,929 | null | null | null |
3e748e27-c07a-42c6-a21b-d9b856a39cde | 2025-07-04T13:05:50 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Bhutan",
"device_hash": "cd4bb6e4fefcf75bd20f371822abb33c421fcd63",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mg-MG) AppleWebKit/531.34.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.34.7",
"session_id": "27d49a42-eb8c-4b4f-b686-76da45338049",
"risk... | null | battery_drain | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | null | HVAC | iot-0be3a5b3 | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8473f07-02b1-4d80-a988-0384a98a6d3a | 2025-07-10T23:39:00 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by ttorres MITRE Technique: T1547.001 | {
"geo_location": "Croatia",
"device_hash": "637512348f430bbb33e9b14137d81a6e6ecfcd69",
"user_agent": "Opera/9.69.(Windows NT 6.0; gv-GB) Presto/2.9.167 Version/11.00",
"session_id": "966e683f-6e21-4ed6-a89a-94e1b294ad8f",
"risk_score": 42.15,
"confidence": 0.48
} | ttorres | adversarial_input | null | null | null | MITRE Technique: T1547.001 | AI system adversarial_input by ttorres MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | model-43ef262a | 13e5c5f00e2ece705abc6508db078b2f8ba8ca6a42ae11ee941c6b0d69b60aec | 13ed80f9aabca6b90e0f652a1dc8d606bc6db9e0 | null | null | null | null | null | null | null |
d7426dd7-1b26-4252-8b77-7de3ae928762 | 2025-07-07T21:27:00 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Myanmar",
"device_hash": "84f2cd3ccd1e2f41e75e40528cdd8275fb77e9cfaa1ebe3ddb604ca6d8199c8b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.1)",
"session_id": "dea9c262-8e98-417b-9e97-3e6bf0fc0497",
"risk_score": 82.97,
"confidence": 0.49
} | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | Camera | iot-5732bb9d | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0860cf8a-099f-4fa5-83d2-72f066659061 | 2025-06-30T16:21:08 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: Domain Fronting detected from 141.160.181.244 targeting 192.198.25.248 MITRE Technique: T1134.001 noise=possible|professor|space | {
"geo_location": "Congo",
"device_hash": "ebe48323db0d9ee64a8d69dd7ee84bdcbd6059d52334868e0d4d0e1a47582225",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5 rv:5.0; ne-NP) AppleWebKit/533.11.3 (KHTML, like Gecko) Version/5.1 Safari/533.11.3",
"session_id": "22626f1e-96ee-4f2b-892a-ecd90ffc7c9a",
... | null | null | null | null | null | MITRE Technique: T1134.001 | Elastic SIEM Alert: Domain Fronting detected from 141.160.181.244 targeting 192.198.25.248 MITRE Technique: T1134.001 | null | null | null | null | 141.160.181.244 | 192.198.25.248 | Domain Fronting | SIG-1084 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
91fb78ce-1c65-4097-84f4-ebffe9805b7e | 2025-07-04T04:40:41 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical physical_tamper MITRE Technique: T1071.001 | {
"geo_location": "Tokelau",
"device_hash": "a69378f18a7f14ffc387953618722d255749d157",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/27.0.811.0 Safari/535.1",
"session_id": "3e32e212-bd5a-4ac8-87a7-0854c923401b",
"risk_score": 65.61,
"confide... | null | physical_tamper | null | null | null | MITRE Technique: T1071.001 | IoT device Medical physical_tamper MITRE Technique: T1071.001 | null | Medical | iot-80a6e88c | 5.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e65b88f-91af-4fd8-825b-260306234b47 | 2025-04-24T01:47:56 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /throughout/feel.wav by yacevedo No additional info | {
"geo_location": "Tonga",
"device_hash": "f53eea3b8cd41f188de0a070eb14b7747a5fc6b3",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/46.0.848.0 Safari/532.1",
"session_id": "f31bb6e7-e3ec-4cb2-be78-819c2528a242",
"risk_score": 61.43,
"confidence": 0.84
} | yacevedo | process_start | /throughout/feel.wav | 2,109 | cmd.exe | No additional info | Endpoint process_start /throughout/feel.wav by yacevedo No additional info | {
"baseline_deviation": 1.14,
"entropy": 7.28,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e548c0a-1b68-4ded-86f3-1d63acd7f49e | 2025-04-11T13:02:07 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 116.167.171.0 to 16.151.194.64 No additional info noise=wrong|free|any | {
"geo_location": "Zimbabwe",
"device_hash": "a4fb20a17f1c31a3bc9dfd721e6fd9c7",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; quz-PE; rv:1.9.1.20) Gecko/6531-08-25 13:01:59 Firefox/3.6.11",
"session_id": "346601d7-1d4a-4d35-8be8-21ee35a5fda8",
"risk_score": 42.94,
"confidence": 0.26
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 116.167.171.0 to 16.151.194.64 No additional info | null | null | null | null | 116.167.171.0 | 16.151.194.64 | null | null | null | null | null | null | null | null | null | null | HTTP | 221,208 | null | null | null |
0b2a40aa-f5b3-4ec4-a730-bfc701621a59 | 2025-03-09T12:15:49 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /skill/color.docx by dhill No additional info | {
"geo_location": "Nigeria",
"device_hash": "c3c3ea94f5a6c37bc568800f9927bc5373003f798b2495a1238d9e67fed41e94",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/4.1)",
"session_id": "d2f99c5b-7f5f-47d0-84db-6ed370c6b607",
"risk_score": 35.15,
"confidence": 0.36
} | dhill | file_access | /skill/color.docx | 7,077 | explorer.exe | No additional info | Endpoint file_access /skill/color.docx by dhill No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6ac17f9a-5266-432d-bb0a-7203f8653037 | 2025-04-29T18:12:09 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Denmark",
"device_hash": "ef2b66fa5d059668f60d39bbed2f3a9c6640ba64578af167c65734b3ffb8a685",
"user_agent": "Opera/9.72.(Windows NT 5.2; th-TH) Presto/2.9.161 Version/11.00",
"session_id": "12cc84cb-acb4-44d6-baed-feb7aa246897",
"risk_score": 54.54,
"confidence": 0.78
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-e6fa8478 | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3decedcb-e4e4-4b8e-a35b-deedf808477e | 2025-06-25T14:42:10 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for allison12 via OAuth from 152.198.87.244 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Australia",
"device_hash": "45b9df2000d0f62d0bb9e22500b29579b971f569",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_9 rv:4.0; tt-RU) AppleWebKit/531.46.2 (KHTML, like Gecko) Version/4.0 Safari/531.46.2",
"session_id": "9b73e106-6cda-41c5-9b3e-bd941510f738",
"risk_score": 5... | allison12 | timeout | null | null | null | Unconventional IOC: Quantum random number deviations | Auth timeout for allison12 via OAuth from 152.198.87.244 Unconventional IOC: Quantum random number deviations | null | null | null | null | 152.198.87.244 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 3d:a9:59:f6:51:3a |
58ff5ef2-be35-4388-b963-73388f9fb5fb | 2025-05-28T00:07:02 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Christmas Island",
"device_hash": "a8a2e7b0ec76c99cb127ec279f441835",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/26.0.826.0 Safari/536.0",
"session_id": "c7d10104-b8f7-4f8c-b170-5f1a8c1b0114",
"risk_score": 60.46,
"confidence"... | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-7668c0e2 | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d349a924-96e9-4be3-8cd7-29dc4636f87a | 2025-02-28T20:03:17 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 73.247.184.231:19984 to 192.237.52.116:79 MITRE Technique: T1110.003 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Turkmenistan",
"device_hash": "d07df05a7665626f108b9976326ed84a",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/23.0.878.0 Safari/534.2",
"session_id": "fdc5cdfe-afd3-405b-b570-edbaa2a57290",
"risk_score": 32.77,
"confidence": 0.32
} | null | deny | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Lazarus Group | Firewall deny HTTPS traffic from 73.247.184.231:19984 to 192.237.52.116:79 MITRE Technique: T1110.003 | Associated Threat Actor: Lazarus Group | {
"baseline_deviation": 0.95,
"entropy": 3.61,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 73.247.184.231 | 192.237.52.116 | null | null | null | null | null | null | null | null | 19,984 | 79 | HTTPS | 742,827 | 822 | null | null |
19c213b7-7369-4fa9-8989-aa3cf3d9582d | 2025-05-29T00:57:53 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Iran",
"device_hash": "d661eb28efa8f361d11854fd9884376a35adfa3b",
"user_agent": "Mozilla/5.0 (Linux; Android 1.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/23.0.870.0 Safari/534.0",
"session_id": "10752979-5f9c-483f-8f90-49047ee3a078",
"risk_score": 45.26,
"confidence": 0.13
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-146e16c7 | 9.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d573cec-32b3-4445-baba-9357b4b9f2ca | 2025-04-05T19:12:11 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for qjacobs via MFA from 68.21.178.129 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "fca7a64358c94e0fbeb5a6a123b4a314",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/42.0.864.0 Safari/534.2",
"session_id": "67428665-0a54-43b7-bc2f-0d6b16f189ca",
"risk_score": 74.12,
"confidence": 0.17
} | qjacobs | timeout | null | null | null | No additional info | Auth timeout for qjacobs via MFA from 68.21.178.129 No additional info | null | null | null | null | 68.21.178.129 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 4c:66:11:c8:36:f9 |
6c39f950-774a-4488-80b9-1aea6d6fed2e | 2025-03-11T11:05:28 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for richardhernandez via passwordless from 104.145.230.86 No additional info noise=U2luZ2xlLg== | {
"geo_location": "Uzbekistan",
"device_hash": "573f4c5e536b89ccf893c77c5b2f5f68a9573c8e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; wae-CH) AppleWebKit/535.18.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.18.2",
"session_id": "1a09a3ae-0a54-45d8-83d8-acb6151e6ddd",
... | richardhernandez | timeout | null | null | null | No additional info | Auth timeout for richardhernandez via passwordless from 104.145.230.86 No additional info | null | null | null | null | 104.145.230.86 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ad:6b:7e:98:fe:11 |
c66ca3b8-a004-4711-8ce5-8a21b22532d9 | 2025-03-23T18:28:49 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect RDP traffic from 165.90.255.182:22328 to 213.183.171.28:477 Associated Threat Actor: Inception Framework | {
"geo_location": "Yemen",
"device_hash": "e606e010711a4a0946f42c569251c213",
"user_agent": "Opera/8.17.(Windows 95; tg-TJ) Presto/2.9.167 Version/10.00",
"session_id": "6e614bb5-5f4f-44b5-93f4-5c6a9679e1cf",
"risk_score": 53.99,
"confidence": 0.43
} | null | inspect | null | null | null | Associated Threat Actor: Inception Framework | Firewall inspect RDP traffic from 165.90.255.182:22328 to 213.183.171.28:477 Associated Threat Actor: Inception Framework | null | null | null | null | 165.90.255.182 | 213.183.171.28 | null | null | null | null | null | null | null | null | 22,328 | 477 | RDP | 9,855 | 1,265 | null | null |
1a1a5fae-db94-4028-9977-c172a1dfe613 | 2025-01-29T05:48:00 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by xchambers MITRE Technique: T1071.001 noise=posts/tag | {
"geo_location": "Montenegro",
"device_hash": "b5b164ea3fa5b16b08d0eada7da2a4994d7a122f921255317f58e6c7f845911d",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/42.0.866.0 Safari/534.1",
"session_id": "631a76a5-899a-4500-970a-64d4802f215b",
"risk_score": 0,
"confi... | xchambers | storage_access | null | null | null | MITRE Technique: T1071.001 | Cloud storage_access in GCP by xchambers MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | GCP | res-0ee4f077 | null | null | null | null | null | null | null | null | null | null |
d49cbc29-fbcc-4b79-b75e-b76dbda79512 | 2025-02-27T00:35:15 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth failed for lhughes via key from 29.49.250.197 MITRE Technique: T1204.002 | {
"geo_location": "Finland",
"device_hash": "00e3230889ec29ff55da0e1a0133f38a96c71691",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/27.0.803.0 Safari/534.2",
"session_id": "cb0750da-d988-4b5d-bb1f-07bf9e793149",
"risk_score": 51.27,
"confidence"... | lhughes | failed | null | null | null | MITRE Technique: T1204.002 | Auth failed for lhughes via key from 29.49.250.197 MITRE Technique: T1204.002 | null | null | null | null | 29.49.250.197 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 27:c6:7a:45:48:e4 |
08dd9ad4-54b1-4267-810a-0c0523134c0a | 2025-03-11T05:26:19 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Azure by albert04 MITRE Technique: T1574.002 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "7f695f579fa8724d695c95ad1444320b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0 rv:6.0; iw-IL) AppleWebKit/534.11.2 (KHTML, like Gecko) Version/4.0 Safari/534.11.2",
"session_id": "7f9bb4cb-631b-48e4-9531-1909ae75e250",
"risk_sc... | albert04 | config_change | null | null | null | MITRE Technique: T1574.002 | Cloud config_change in Azure by albert04 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Azure | res-4c9be64c | null | null | null | null | null | null | null | null | null | null |
374a06ca-3391-4c60-9304-01f1136f9bb3 | 2025-03-21T17:09:08 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 27.166.208.196 to 138.225.125.14 No additional info | {
"geo_location": "Belarus",
"device_hash": "0af59c1b4abd4217c503d3500512506df6ff8ee710c0b7386b2bff4b7af9605d",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/46.0.818.0 Safari/532.0",
"session_id": "528ff513-ccfa-479a-8d15-bc13243c3982",
"risk_score": 50.4,
"confidence... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 27.166.208.196 to 138.225.125.14 No additional info | null | null | null | null | 27.166.208.196 | 138.225.125.14 | null | null | null | null | null | null | null | null | null | null | ICMP | 297,122 | null | null | null |
7981dd75-ecdb-41fb-a8b5-fc2468b01f63 | 2025-03-22T15:52:03 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism book by brett69 Associated Threat Actor: APT35 | {
"geo_location": "Mauritania",
"device_hash": "59dcb9d561128bbc6b5eee70223b0c0823a1497d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/25.0.868.0 Safari/532.2",
"session_id": "26740318-9bd9-44b3-a191-9389833b7233",
"risk_score": 51.59,
"confiden... | brett69 | persistence_mechanism | book | 7,991 | powershell.exe | Associated Threat Actor: APT35 | Endpoint persistence_mechanism book by brett69 Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3248b3e-6b9d-4807-9455-9ef252579ef8 | 2025-05-26T09:13:00 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "North Korea",
"device_hash": "f445fc4633d117cd028ef9b77b872d2de2690083770ab448e87c0fe21849d56f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.9.6 (KHTML, like Gecko) Version/5.0.2 Safari/535.9.6",
"session_id": "3ecef836-052b-41b2-952f-d7ae836df0b5",
"risk_score"... | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-a2ed32c0 | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
533a0957-46e8-44b8-a7f0-7cf9557de9de | 2025-07-01T10:42:33 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: AI Model Poisoning detected from 161.253.231.17 targeting 150.7.234.175 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "665f45d756588458afeea20b1133e3eb30e574e8",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.3) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/23.0.892.0 Safari/536.2",
"session_id": "59c675e8-5e7d-4569-b630-55140070afb8",
"risk_score": 71.63,
"confidence": 0.3
} | null | null | null | null | null | No additional info | Splunk Alert: AI Model Poisoning detected from 161.253.231.17 targeting 150.7.234.175 No additional info | null | null | null | null | 161.253.231.17 | 150.7.234.175 | AI Model Poisoning | SIG-7018 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
911c840d-5be4-4db9-b0cc-87eaa7e5d057 | 2025-06-09T16:00:03 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for frankreynolds via passwordless from 201.204.34.17 MITRE Technique: T1059.001 noise=wp-content/app | {
"geo_location": "Czech Republic",
"device_hash": "7ee2294686b29fa7db7a97e72705805fc6e9b8f06a0e0861d7171fae49acbd07",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.1.3 (KHTML, like Gecko) Version/4.0 Safari/533.1.3",
"session_id": "d1c17976-ddb7-4e0a-b192-8df58208b0c4",
"risk_score"... | frankreynolds | locked | null | null | null | MITRE Technique: T1059.001 | Auth locked for frankreynolds via passwordless from 201.204.34.17 MITRE Technique: T1059.001 | null | null | null | null | 201.204.34.17 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 07:bf:04:94:db:2a |
45592cea-4f97-4ae7-ac0d-f7e8736418e0 | 2025-05-30T10:10:49 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 98.172.245.31 to 210.32.237.247 MITRE Technique: T1543.003 | {
"geo_location": "Micronesia",
"device_hash": "b5565e0182d4bad23f91a45e62b9d01e81756e79",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/55.0.841.0 Safari/531.1",
"session_id": "463d9601-35bd-4daf-a401-cda2760368e5",
"risk_score": 56.47,
"confidence": 0.97
} | null | beaconing | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 98.172.245.31 to 210.32.237.247 MITRE Technique: T1543.003 | null | null | null | null | 98.172.245.31 | 210.32.237.247 | null | null | null | null | null | null | null | null | null | null | UDP | 124,772 | null | null | null |
fbb54b80-a89c-472f-ba5d-b21478bc7731 | 2025-02-09T04:32:30 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by john49 Associated Threat Actor: APT41 | {
"geo_location": "Guadeloupe",
"device_hash": "0f61614fd8485c32aabdbd3bfc4438b6345a9201",
"user_agent": "Opera/8.85.(X11; Linux x86_64; bs-BA) Presto/2.9.174 Version/12.00",
"session_id": "c1753228-7d25-469c-90db-c7c58c1df331",
"risk_score": 54.17,
"confidence": 0.64
} | john49 | permission_escalation | null | null | null | Associated Threat Actor: APT41 | Cloud permission_escalation in Alibaba by john49 Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | Alibaba | res-d4c3fd76 | null | null | null | null | null | null | null | null | null | null |
bcbaea67-3b3a-4b77-b8cb-d83b48da6a01 | 2025-02-09T17:37:02 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info noise=36BD4C2F | {
"geo_location": "Algeria",
"device_hash": "b6f15e1af5b2d7e5b17489a41fbcda7866b17991a7ec36e41afc4d7ad7206d5f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.29.5 (KHTML, like Gecko) Version/5.0 Safari/535.29.5",
"session_id": "5dd91658-37c1-4279-a8bd-82a03107a5ec",
"risk_score": 62.28,
... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-bc268bbf | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
670bf9f0-dcd4-4d4f-a682-d60a670f44a9 | 2025-06-06T20:39:27 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Zero-Day Exploit detected from 45.153.50.238 targeting 191.93.144.34 MITRE Technique: T1059.001 | {
"geo_location": "Burundi",
"device_hash": "4f1b442f29a75bb670bf4bb9e2786e0b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.12.6 (KHTML, like Gecko) Version/5.0.4 Safari/535.12.6",
"session_id": "a6d7b691-f0ca-4912-9bf5-833702944fa0",
"risk_score": 30.06,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1059.001 | AlienVault Alert: Zero-Day Exploit detected from 45.153.50.238 targeting 191.93.144.34 MITRE Technique: T1059.001 | null | null | null | null | 45.153.50.238 | 191.93.144.34 | Zero-Day Exploit | SIG-6930 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1e21588e-f8bc-4a81-9c99-ad2326233646 | 2025-02-10T03:15:06 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by morenosabrina MITRE Technique: T1078.004 | {
"geo_location": "Iran",
"device_hash": "01c4336f42a3198dfa263132df87ad5d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0 rv:5.0; lo-LA) AppleWebKit/531.43.1 (KHTML, like Gecko) Version/5.0.3 Safari/531.43.1",
"session_id": "fb5cfec7-2a8c-4fe1-8214-a362fcd12b24",
"risk_score": 41.84,
"confi... | morenosabrina | storage_access | null | null | null | MITRE Technique: T1078.004 | Cloud storage_access in Alibaba by morenosabrina MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | Alibaba | res-2fb093c9 | null | null | null | null | null | null | null | null | null | null |
e1cbf874-5fed-49b4-8ad5-e7bdb10b7a37 | 2025-01-20T11:28:37 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info noise=997EB0D9 | {
"geo_location": "China",
"device_hash": "852380ddb66b1e05d3da59b65f8fd073",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.13.1 (KHTML, like Gecko) Version/5.0 Safari/531.13.1",
"session_id": "861896e3-4585-477e-be8b-3d56247ac78b",
"risk_score": 43.7,
"confidence": 0.99
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-eb7fa313 | 1.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d68f6c06-ccc0-4c8f-b936-d1064cc841cb | 2025-02-06T15:34:57 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 161.160.36.120 to 155.234.42.71 MITRE Technique: T1134.001 | {
"geo_location": "Iraq",
"device_hash": "220dcc2e1755283f6a21be7d3b1ed4fc",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/30.0.827.0 Safari/531.0",
"session_id": "8853a436-9ce6-4dfa-bb12-57914e782e07",
"risk_score": 47.99,
"confidence": 0.05
} | null | disconnection | null | null | null | MITRE Technique: T1134.001 | Network disconnection from 161.160.36.120 to 155.234.42.71 MITRE Technique: T1134.001 | null | null | null | null | 161.160.36.120 | 155.234.42.71 | null | null | null | null | null | null | null | null | null | null | HTTPS | 710,249 | null | null | null |
f644ac15-e1f2-47a7-8d2d-8131b3df89ef | 2025-06-03T04:57:50 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 172.124.119.176:852 to 10.122.48.107:45715 MITRE Technique: T1486 | {
"geo_location": "Sweden",
"device_hash": "339c68d7dcd0ebd8f7ae03f4e20cd712b6f185b7ed5f6de8a5f6cd5ff0c1f26e",
"user_agent": "Opera/9.77.(Windows 98; Win 9x 4.90; lg-UG) Presto/2.9.174 Version/12.00",
"session_id": "28115b80-0333-441a-8958-a1d102f3e6bd",
"risk_score": 39,
"confidence": 0.06
} | null | deny | null | null | null | MITRE Technique: T1486 | Firewall deny ICMP traffic from 172.124.119.176:852 to 10.122.48.107:45715 MITRE Technique: T1486 | null | null | null | null | 172.124.119.176 | 10.122.48.107 | null | null | null | null | null | null | null | null | 852 | 45,715 | ICMP | 972,477 | 2,927 | null | null |
3138e7c9-537d-4226-aa59-e7f568f415a0 | 2025-07-04T05:13:12 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism weight by aaronpark No additional info | {
"geo_location": "Greece",
"device_hash": "c6c156024da81be4940230d1810342c4f47195ea59c4464a7b07f5acc3ae64ff",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/23.0.805.0 Safari/533.0",
"session_id": "2da16f54-8f48-4f90-921f-65938cf97255",
"risk_score": 65.58,
"confid... | aaronpark | persistence_mechanism | weight | 2,650 | powershell.exe | No additional info | Endpoint persistence_mechanism weight by aaronpark No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca8077bb-a008-49c4-a6bf-041b076e82c1 | 2025-06-07T08:25:35 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in GCP by sanderschelsea No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "cfcf46c8d517c18fbb27017313b892a8",
"user_agent": "Mozilla/5.0 (Android 4.4; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "cd758247-805c-424f-9c20-96e4e632d1cb",
"risk_score": 73.8,
"confidence": 0.74
} | sanderschelsea | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by sanderschelsea No additional info | null | null | null | null | null | null | null | null | null | GCP | res-823ccd23 | null | null | null | null | null | null | null | null | null | null |
52b3fe07-c683-4c68-85d2-0529f8e51c75 | 2025-02-21T19:29:16 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by rachel02 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "e2bd058c0438a9bdebc3d95784ea348e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_5) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/28.0.805.0 Safari/531.1",
"session_id": "5d068902-9b88-424f-b654-f6a5d5e9e744",
"risk_score": 50.27,
"confidence"... | rachel02 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by rachel02 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-60eb473c | 5302984c7767217e23324ee6d526ccf43a2fb972 | 82ec920ee0f5733f020760ed819422f9304987e8bf1c438c5a38697dfa95d9b2 | null | null | null | null | null | null | null |
b8fdde0c-acdb-440f-a6a7-573ac7a7171b | 2025-02-23T15:49:06 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for morgan73 via MFA from 101.88.162.76 MITRE Technique: T1543.003 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "7c10debc26d610dc7e838696c8ee9b9d542b3dec",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_6 rv:6.0; bs-BA) AppleWebKit/534.43.4 (KHTML, like Gecko) Version/4.0.5 Safari/534.43.4",
"session_id": "132a4a77-4b98-4fbb-a1f9-73a9f4703029... | morgan73 | failed | null | null | null | MITRE Technique: T1543.003 | Auth failed for morgan73 via MFA from 101.88.162.76 MITRE Technique: T1543.003 | null | null | null | null | 101.88.162.76 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ed:ab:46:ff:21:69 |
fd458a96-c4d6-47e4-bbf1-08c8aa7c3bd2 | 2025-03-24T05:03:14 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for sdyer via OAuth from 10.253.35.248 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "21d455e66024a360413683ab7bd90d411064c47f63e8e095a782e71a5bb62495",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7 rv:5.0; wal-ET) AppleWebKit/534.7.7 (KHTML, like Gecko) Version/4.0.4 Safari/534.7.7",
"session_id": "0096... | sdyer | failed | null | null | null | No additional info | Auth failed for sdyer via OAuth from 10.253.35.248 No additional info | null | null | null | null | 10.253.35.248 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | e9:28:de:20:c8:6b |
4e799af2-8ab5-4b6e-931f-3faa115b11d7 | 2028-12-18T19:28:06 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Azure by erica96 No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "8d7b129f56a3bb73067682f7138c36716a8e47364da1653fba91b4648ec1f2aa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; zh-HK) AppleWebKit/535.13.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.13.4",
"session_id": "01c... | erica96 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by erica96 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-eb0f2111 | null | null | null | null | null | null | null | null | null | null |
f939e87c-8ba0-4e52-a3f5-e5d5db3464dd | 2025-05-08T19:48:56 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: DDoS detected from 176.2.90.99 targeting 173.235.182.82 MITRE Technique: T1078.004 | Associated Threat Actor: APT41 noise=app/category/main | {
"geo_location": "Costa Rica",
"device_hash": "7389854b37b4dcfa3f9455a2a064a6af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.0)",
"session_id": "5cce721e-458a-4c95-9b8d-f356131d034b",
"risk_score": 44.78,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: APT41 | Microsoft Sentinel Alert: DDoS detected from 176.2.90.99 targeting 173.235.182.82 MITRE Technique: T1078.004 | Associated Threat Actor: APT41 | null | null | null | null | 176.2.90.99 | 173.235.182.82 | DDoS | SIG-5908 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
88a0b7e5-6b29-4454-8b53-43be18caa2c9 | 2025-07-10T23:21:24 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow SSH traffic from 80.182.174.153:442 to 106.88.20.72:330 MITRE Technique: T1110.003 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Saint Martin",
"device_hash": "5752e3f21e4060be1822f02b4205f89d0cf486f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "466c81d7-ceb9-4c08-8a6f-62e2d3b61326",
"risk_score": 49.95,
"confidence": 0.83
} | null | allow | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Scattered Spider | Firewall allow SSH traffic from 80.182.174.153:442 to 106.88.20.72:330 MITRE Technique: T1110.003 | Associated Threat Actor: Scattered Spider | null | null | null | null | 80.182.174.153 | 106.88.20.72 | null | null | null | null | null | null | null | null | 442 | 330 | SSH | 922,086 | 2,119 | null | null |
0fba2c72-fdad-4cdc-a755-3213a75cec5d | 2025-01-15T23:15:20 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 186.125.184.124 to 194.8.55.30 MITRE Technique: T1059.005 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "45a57db7a3fce8f9dfb905bd3d9a7316ac07fc5de75137116f945e3eaccb26da",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.821.0 Safari/533.0",
"session_id": "abda63f2-55a4-4531-aee4-2e12c529c969",
"risk_s... | null | bandwidth_usage | null | null | null | MITRE Technique: T1059.005 | Network bandwidth_usage from 186.125.184.124 to 194.8.55.30 MITRE Technique: T1059.005 | null | null | null | null | 186.125.184.124 | 194.8.55.30 | null | null | null | null | null | null | null | null | null | null | HTTPS | 132,467 | null | null | null |
87b462a1-04af-4050-ba49-3d9a7e1609cb | 2025-07-07T16:14:34 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC physical_tamper Associated Threat Actor: APT41 | {
"geo_location": "Botswana",
"device_hash": "6923fbb0431569472a450cc68ee476a8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.0)",
"session_id": "170f7706-7a19-4c21-8fe0-059d8222c9a1",
"risk_score": 37.26,
"confidence": 0.11
} | null | physical_tamper | null | null | null | Associated Threat Actor: APT41 | IoT device HVAC physical_tamper Associated Threat Actor: APT41 | null | HVAC | iot-06783d45 | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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